EP3552047A4 - Heuristik neuronaler netze im feldbetrieb - Google Patents

Heuristik neuronaler netze im feldbetrieb Download PDF

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Publication number
EP3552047A4
EP3552047A4 EP17878687.7A EP17878687A EP3552047A4 EP 3552047 A4 EP3552047 A4 EP 3552047A4 EP 17878687 A EP17878687 A EP 17878687A EP 3552047 A4 EP3552047 A4 EP 3552047A4
Authority
EP
European Patent Office
Prior art keywords
heuristics
field operation
neuronal networks
neuronal
networks
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
EP17878687.7A
Other languages
English (en)
French (fr)
Other versions
EP3552047A1 (de
EP3552047B1 (de
Inventor
Maria FOX
Derek LONG
Fangkai YANG
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Services Petroliers Schlumberger SA
Geoquest Systems BV
Original Assignee
Services Petroliers Schlumberger SA
Geoquest Systems BV
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Services Petroliers Schlumberger SA, Geoquest Systems BV filed Critical Services Petroliers Schlumberger SA
Publication of EP3552047A1 publication Critical patent/EP3552047A1/de
Publication of EP3552047A4 publication Critical patent/EP3552047A4/de
Application granted granted Critical
Publication of EP3552047B1 publication Critical patent/EP3552047B1/de
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V11/00—Prospecting or detecting by methods combining techniques covered by two or more of main groups G01V1/00 - G01V9/00
    • G01V11/002—Details, e.g. power supply systems for logging instruments, transmitting or recording data, specially adapted for well logging, also if the prospecting method is irrelevant
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V1/00—Seismology; Seismic or acoustic prospecting or detecting
    • G01V1/28—Processing seismic data, e.g. for interpretation or for event detection
    • G01V1/282—Application of seismic models, synthetic seismograms
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V20/00—Geomodelling in general
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V3/00—Electric or magnetic prospecting or detecting; Measuring magnetic field characteristics of the earth, e.g. declination, deviation
    • G01V3/38—Processing data, e.g. for analysis, for interpretation, for correction
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/092—Reinforcement learning
    • E—FIXED CONSTRUCTIONS
    • E21—EARTH OR ROCK DRILLING; MINING
    • E21B—EARTH OR ROCK DRILLING; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR A SLURRY OF MINERALS FROM WELLS
    • E21B2200/00—Special features related to earth drilling for obtaining oil, gas or water
    • E21B2200/22—Fuzzy logic, artificial intelligence, neural networks or the like
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Geophysics (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Molecular Biology (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Remote Sensing (AREA)
  • Environmental & Geological Engineering (AREA)
  • Geology (AREA)
  • Acoustics & Sound (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Earth Drilling (AREA)
EP17878687.7A 2016-12-09 2017-12-06 Heuristik neuronaler netze im feldbetrieb Active EP3552047B1 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201662431853P 2016-12-09 2016-12-09
PCT/US2017/064801 WO2018106748A1 (en) 2016-12-09 2017-12-06 Field operations neural network heuristics

Publications (3)

Publication Number Publication Date
EP3552047A1 EP3552047A1 (de) 2019-10-16
EP3552047A4 true EP3552047A4 (de) 2020-07-29
EP3552047B1 EP3552047B1 (de) 2024-07-10

Family

ID=62491320

Family Applications (1)

Application Number Title Priority Date Filing Date
EP17878687.7A Active EP3552047B1 (de) 2016-12-09 2017-12-06 Heuristik neuronaler netze im feldbetrieb

Country Status (3)

Country Link
US (2) US11740384B2 (de)
EP (1) EP3552047B1 (de)
WO (1) WO2018106748A1 (de)

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WO2018106748A1 (en) 2016-12-09 2018-06-14 Schlumberger Technology Corporation Field operations neural network heuristics
US11763143B2 (en) 2017-04-19 2023-09-19 AIBrain Corporation Adding deep learning based AI control
WO2019036063A1 (en) * 2017-08-18 2019-02-21 Landmark Graphics Corporation OPTIMIZATION OF PENETRATION RATES FOR DRILLING WELLS USING MACHINE LEARNING
WO2019060411A1 (en) * 2017-09-19 2019-03-28 Marine Technologies, Llc CONDITIONAL SYSTEM ONLINE ADVICE ON RISKS (COBRAS)
GB2585581B (en) * 2018-05-09 2022-06-01 Landmark Graphics Corp Learning based Bayesian optimization for optimizing controllable drilling parameters
US12147920B2 (en) 2018-12-04 2024-11-19 Schlumberger Technology Corporation Multi-domain planning and execution
EP3794528A4 (de) 2018-05-12 2022-01-26 Services Pétroliers Schlumberger System zur interpretation von seismischen daten
US11288609B2 (en) 2018-12-04 2022-03-29 Schlumberger Technology Corporation Systems and methods for executing a plan associated with multiple equipment by using rule-based inference
US12524716B2 (en) 2018-05-15 2026-01-13 Schlumberger Technology Corporation Operations management network system and method
EP3623570A1 (de) * 2018-09-14 2020-03-18 Shell Internationale Research Maatschappij B.V. Verfahren zur echtzeit-geologischen lokalisierung mit stochastischem clustering und musterabgleich
US20210312332A1 (en) * 2018-07-31 2021-10-07 Shell Oil Company Method for simulating a coupled geological and drilling environment for training a function approximating agent
WO2020028302A1 (en) * 2018-07-31 2020-02-06 Shell Oil Company Process for real time geological localization with reinforcement learning
WO2020028298A1 (en) * 2018-07-31 2020-02-06 Shell Oil Company Method for geological steering control through reinforcement learning
US11585932B2 (en) * 2018-09-17 2023-02-21 Transocean Sedco Forex Ventures Limited Systems, methods and apparatus for characterizing stick-up height, position and orientation of a drill pipe
US11204761B2 (en) * 2018-12-03 2021-12-21 International Business Machines Corporation Data center including cognitive agents and related methods
US11354921B2 (en) * 2019-02-05 2022-06-07 Landmark Graphics Corporation Generation of digital well schematics
WO2020172322A1 (en) * 2019-02-19 2020-08-27 Google Llc Controlling agents using latent plans
US20200302293A1 (en) * 2019-03-20 2020-09-24 Exxonmobil Research And Engineering Company Methods and systems for field development decision optimization
US11143775B2 (en) * 2019-05-09 2021-10-12 Schlumberger Technology Corporation Automated offset well analysis
CN110531429A (zh) * 2019-08-02 2019-12-03 中国科学院电子学研究所 一种基于监督下降法的时间域电磁数据目标反演方法
US11687778B2 (en) 2020-01-06 2023-06-27 The Research Foundation For The State University Of New York Fakecatcher: detection of synthetic portrait videos using biological signals
WO2021221682A1 (en) * 2020-05-01 2021-11-04 Landmark Graphics Corporation Facilitating hydrocarbon exploration by applying a machine-learning model to basin data
US11670073B2 (en) * 2020-08-25 2023-06-06 Saudi Arabian Oil Company System and method for detection of carbonate core features from core images
EP4271909A4 (de) 2021-05-13 2025-04-09 Drilldocs Company Systeme und verfahren zur abbildung und erkennung von objekten
US12298459B2 (en) * 2021-06-14 2025-05-13 Saudi Arabian Oil Company Flow-after-flow tests in hydrocarbon wells
WO2022266504A1 (en) 2021-06-18 2022-12-22 Drilldocs Company Systems and methods to determine and control wellbore stability
JP7841875B2 (ja) * 2021-12-22 2026-04-07 日鉄テックスエンジ株式会社 学習モデル作成装置、計画作成装置、学習モデル作成方法、計画作成方法、およびプログラム
US12534981B2 (en) 2022-12-12 2026-01-27 Saudi Arabian Oil Company Detecting interference between hydrocarbon wells
CN117148433B (zh) * 2023-10-30 2023-12-26 吉林大学 一种基于gpt-l模型的微地震p波s波分类方法
WO2025136438A1 (en) * 2023-12-06 2025-06-26 Schlumberger Technology Corporation Foundation models for artificial intelligence-based geoscience solutions

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US20090020284A1 (en) * 2007-07-20 2009-01-22 Schlumberger Technology Corporation Apparatus, method and system for stochastic workflow in oilfield operations

Non-Patent Citations (2)

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DAVID SILVER ET AL: "Mastering the game of Go with deep neural networks and tree search", NATURE, vol. 529, no. 7587, 27 January 2016 (2016-01-27), pages 484 - 489, XP055344199, ISSN: 0028-0836, DOI: 10.1038/nature16961 *

Also Published As

Publication number Publication date
US11740384B2 (en) 2023-08-29
US20230341585A1 (en) 2023-10-26
EP3552047A1 (de) 2019-10-16
US20190302310A1 (en) 2019-10-03
WO2018106748A1 (en) 2018-06-14
EP3552047B1 (de) 2024-07-10
US12061305B2 (en) 2024-08-13

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